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chore(tests): fix responses and vector_io tests (#3119)
Some fixes to MCP tests. And a bunch of fixes for Vector providers. I also enabled a bunch of Vector IO tests to be used with `LlamaStackLibraryClient` ## Test Plan Run Responses tests with llama stack library client: ``` pytest -s -v tests/integration/non_ci/responses/ --stack-config=server:starter \ --text-model openai/gpt-4o \ --embedding-model=sentence-transformers/all-MiniLM-L6-v2 \ -k "client_with_models" ``` Do the same with `-k openai_client` The rest should be taken care of by CI.
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1721aafc1f
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25 changed files with 175 additions and 112 deletions
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@ -26,6 +26,7 @@ from llama_stack.providers.utils.kvstore import kvstore_impl
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from llama_stack.providers.utils.kvstore.api import KVStore
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from llama_stack.providers.utils.memory.openai_vector_store_mixin import OpenAIVectorStoreMixin
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from llama_stack.providers.utils.memory.vector_store import (
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ChunkForDeletion,
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EmbeddingIndex,
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VectorDBWithIndex,
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)
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@ -115,8 +116,10 @@ class ChromaIndex(EmbeddingIndex):
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) -> QueryChunksResponse:
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raise NotImplementedError("Keyword search is not supported in Chroma")
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async def delete_chunk(self, chunk_id: str) -> None:
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raise NotImplementedError("delete_chunk is not supported in Chroma")
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async def delete_chunks(self, chunks_for_deletion: list[ChunkForDeletion]) -> None:
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"""Delete a single chunk from the Chroma collection by its ID."""
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ids = [f"{chunk.document_id}:{chunk.chunk_id}" for chunk in chunks_for_deletion]
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await maybe_await(self.collection.delete(ids=ids))
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async def query_hybrid(
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self,
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@ -144,6 +147,7 @@ class ChromaVectorIOAdapter(OpenAIVectorStoreMixin, VectorIO, VectorDBsProtocolP
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self.cache = {}
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self.kvstore: KVStore | None = None
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self.vector_db_store = None
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self.files_api = files_api
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async def initialize(self) -> None:
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self.kvstore = await kvstore_impl(self.config.kvstore)
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@ -227,5 +231,10 @@ class ChromaVectorIOAdapter(OpenAIVectorStoreMixin, VectorIO, VectorDBsProtocolP
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self.cache[vector_db_id] = index
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return index
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async def delete_chunks(self, store_id: str, chunk_ids: list[str]) -> None:
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raise NotImplementedError("OpenAI Vector Stores API is not supported in Chroma")
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async def delete_chunks(self, store_id: str, chunks_for_deletion: list[ChunkForDeletion]) -> None:
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"""Delete chunks from a Chroma vector store."""
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index = await self._get_and_cache_vector_db_index(store_id)
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if not index:
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raise ValueError(f"Vector DB {store_id} not found")
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await index.index.delete_chunks(chunks_for_deletion)
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